CIA-Oceanix / TrAISformerLinks
Pytorch implementation of TrAISformer---A generative transformer for AIS trajectory prediction (https://arxiv.org/abs/2109.03958).
☆159Updated 2 years ago
Alternatives and similar repositories for TrAISformer
Users that are interested in TrAISformer are comparing it to the libraries listed below
Sorting:
- lstm-rnn, seq2seq model and attention-seq2seq model for vessel trajectory prediction.☆113Updated 4 years ago
- A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection☆145Updated last year
- ☆11Updated 8 months ago
- ☆12Updated 2 years ago
- 利用transformer进行船舶轨迹预测。☆65Updated 2 years ago
- ☆32Updated 4 years ago
- RNN Application of Coordinate Systems for Vesssel Trajectory prediction☆14Updated 11 months ago
- 软件研23-1+敖衔洋 本项目对 AIS 数据进行预处理及分析☆33Updated last year
- PyTorch implementation for Social-LSTM, which is built to predict multi-vessel trajectories.☆63Updated 3 years ago
- Codebase for vessel trajectory prediction using historical AIS data☆18Updated 3 years ago
- A Two-Stage Gan architecture to generate trajectory conditioned on maps information.☆46Updated 3 years ago
- This is an repository for the paper named 'a novel ship movement classification from AIS data based on convolutional neural network'.☆41Updated 5 years ago
- ☆14Updated 3 years ago
- Comparing Different Clustering Methods and Similarity Metrics on Trajectory Datasets☆179Updated 3 years ago
- A python framework to predict trajectories of vessels with machine learning algorithms, such as lstm, seq2seq, etc.☆51Updated 4 years ago
- The proposed methodology assess how compression algorithms influence the clustering analysis with respect to anomaly detection of vessel …☆12Updated 2 years ago
- 使用深圳市的出租车轨迹数据实现GCN时 间序列预测☆10Updated last year
- The official code for "Spatial temporal transformer networks for traffic flow forecasting"☆102Updated 3 years ago
- Official implementation of the paper "Vessel trajectory prediction with recurrent neural networks: An evaluation of datasets, features, a…☆15Updated last year
- PyTSA: Python Trajectory Splitting and Assessment Agent. Vessel monitoring and trajectory extraction framework for AIS records.☆13Updated 7 months ago
- LSTM Keras Neural Network to predict ship location using Danish AIS data☆49Updated 7 years ago
- Traffic Flow Prediction with Vehicle Trajectories☆73Updated 4 years ago
- Continuous Trajectory Generation Based on Two-Stage GAN, AAAI 2023.☆45Updated 2 years ago
- ☆36Updated 4 years ago
- Map-Constrained Trajectory Recovery (KDD'21)☆57Updated 3 years ago
- This is the repository for the collection of Deep Learning for Traffic Prediction Problems.☆232Updated last year
- Preprocessing data based on https://marinecadastre.gov/ais/☆35Updated 2 years ago
- Risk distribution of collision of ships along China's coast☆36Updated 4 years ago
- This repository provides an open source implementation of the Spatio-Temporal GAT introduced by Zhang et al in "Spatial-Temporal Graph At…☆102Updated 2 years ago
- A multi-task model for vessel monitoring using AIS data streams☆77Updated 5 years ago